Article

Enhanced Suite of Probabilistic Models for Benchmarking Agentic Debugging Frameworks in Probabilistic Inference

2025-12-05

Abstract excerpt

This paper presents an extension to the foundational Reactive Oxygen Species (ROS) stochastic differential equation (SDE) model through four probabilistic models implemented in PyMC v5.25.0+. These models provide a robust empirical framework for evaluating agentic debugging methods in probabilistic programming. The models increase in inferential complexity based on stochastic processes relevant to biological aging...

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Literature Corpus work: 9241fb70-a9be-57a5-877f-7c3aa5005bf0
DOI: 10.14293/pr2199.002535.v1

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